{"id":"W2944432926","doi":"10.1186/s12883-019-1276-8","title":"Characterizing advanced Parkinson’s disease: OBSERVE-PD observational study results of 2615 patients","year":2019,"lang":"en","type":"article","venue":"BMC Neurology","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"Allergan; UCB Pharma; Seqirus; AOP Orphan; EVER Neuro Pharma; Università degli Studi di Torino; University of Toronto; International Parkinson and Movement Disorder Society; Austrian Science Fund; Sunovion; Ipsen; H. Lundbeck A/S; Boston Scientific Corporation; Teva Pharmaceutical Industries","keywords":"Medicine; Observational study; Quality of life (healthcare); Neurology; Parkinson's disease; Dyskinesia; Neurosurgery; Disease; Neuroradiology; Physical therapy; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001208948,0.0002203535,0.0004388738,0.0001028786,0.00004564254,0.000006592313,0.0001342571,0.00006860383,0.00009025927],"category_scores_gemma":[0.0002002269,0.0001971236,0.0001295489,0.0001548642,0.00002845195,0.0001174238,0.00009316399,0.0001291508,0.000101462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002745023,"about_ca_system_score_gemma":0.0001396259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001604158,"about_ca_topic_score_gemma":0.00001182566,"domain_scores_codex":[0.9981022,0.000149902,0.000462174,0.0005919927,0.0003875186,0.0003062023],"domain_scores_gemma":[0.9986482,0.0001297324,0.0002720816,0.0005629913,0.0001575649,0.0002293755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008365144,0.002441861,0.9868147,0.00007148342,0.00007065475,0.00007187033,0.00006382097,0.00001814157,0.001120208,0.0000596864,0.00004689962,0.0008554666],"study_design_scores_gemma":[0.01163579,0.002415459,0.9748002,0.00002622788,0.0001331649,0.000002527755,0.00001135434,0.0001616508,0.0001861726,0.00008101786,0.01042045,0.0001260399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971821,0.00006878545,0.000006060267,0.0003434748,0.0005529413,0.001359485,0.0002271249,0.0000551693,0.0002048475],"genre_scores_gemma":[0.9978405,0.00001411315,0.0002403521,0.0009818699,0.00006030938,0.00009790633,0.0004221518,0.00003350158,0.0003093413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01201462,"threshold_uncertainty_score":0.8038467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05612196184969593,"score_gpt":0.2938897077767285,"score_spread":0.2377677459270325,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}